{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "import seaborn as sns\n",
    "# %matplotlib notebook\n",
    "%matplotlib inline\n",
    "train=pd.read_csv(r'D:\\Data\\IJCAI\\train_mispret.csv')#,na_values=-1 [160955, 205287, 214183, 314706]\n",
    "test=pd.read_csv(r'D:\\Data\\IJCAI\\test_mispret.csv')\n",
    "col=['context_timestamp','num_click','num_conversion','context_id', 'user_id', 'item_id', 'shop_id', 'shop_score_delivery', 'shop_score_description', 'item_brand_id', 'item_sales_level', 'shop_score_service', 'shop_review_positive_rate', 'user_age_level', 'user_star_level', 'item_city_id', 'item_pv_level', 'shop_review_num_level', 'item_collected_level', 'item_category_list_0', 'context_page_id', 'item_price_level', 'user_occupation_id', 'user_gender_id', 'shop_star_level']\n",
    "train=train[col]\n",
    "test=test[col]\n",
    "combine=[train,test]\n",
    "for data in combine:\n",
    "    data['timestamp']=pd.to_datetime(data['context_timestamp'],unit='s')\n",
    "    data['day']=data['timestamp'].dt.day\n",
    "train=pd.concat([train,test],axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "train=train.sort_values(by=['context_timestamp'])\n",
    "train['context_timestamp']=train['context_timestamp']-1537200000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\seaborn\\categorical.py:1508: FutureWarning: remove_na is deprecated and is a private function. Do not use.\n",
      "  stat_data = remove_na(group_data[hue_mask])\n"
     ]
    },
    {
     "data": {
      "image/png": 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VlSW73a4uXbpo3rx5CghoXp+Fvpq3uLhYWVlZCgoKUs+ePTVz5sxmkbeyslLp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\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x22c221fe630>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x22c221ff128>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7,6))\n",
    "sns.set(style=\"darkgrid\")\n",
    "ax = sns.countplot(x=\"day\", hue='user_gender_id',data=train)\n",
    "plt.figure(figsize=(16,6))\n",
    "sns.set(style=\"darkgrid\")\n",
    "ax = sns.countplot(x=\"num_click\", hue='user_gender_id',data=train, palette=\"Set3\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x22c222fa780>]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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CAyGrY1JKRERERGQieccOAIDn808FR0KUmZiUEhERERGZSHW5tFu7XXAkRoFTTwcA1N7U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\nMvgaN5YDRUaq7YCYNbhv7W8ITTX2n7eK3Wiy8GBO3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IyYZVv6oOromrWBZU1FQfKJsmOe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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x22c20b12320>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,10))\n",
    "plt.plot(train['context_timestamp'],train['item_price_level'],'b--')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
